{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "logo = Image.open(\"/data/home/vadim/Projects/kmcuda/benchmarks/sourced_logo-02.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = array(logo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = data.sum(axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data[data != 765] = 1\n",
    "data[data == 765] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = data[1500:-1500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = data[100:-200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = data[:, 600:-600]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc5f937dfd0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sx12xynflIk5nASu0Gd6bzxid0iXDatwLd+X5ZgYnvOg2VMl201UwUGkg09G2XjSFYa0n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\ngMA555xzeEDgnHPOOeD/A537F+ZKRuCUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc5f92af080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(867, 2967)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "N = 2000000\n",
    "seed(777)\n",
    "space = concatenate((randint(0, data.shape[0], N)[:, newaxis], randint(0, data.shape[1], N)[:, newaxis]), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "uspace = zeros_like(data)\n",
    "uspace[space[:, 0], space[:, 1]] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc64c6ef5c0>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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+A7ZbboflamQJM6BIsQBmO+qv/L5MtaJ1K1TsY6vFa/e6+9xkrw/cIt8Jh83R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KyLg8ZarlYTZ7TW0x43NAz1sVUBX72PnVYboanqYARnlb/4rr52BAvCI85r4UFvWWGM9srk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FhmpgocraamGvjqEh8Btf1FiBuk7YrLNKyh3RwAzj1HVcYwd9wVMGWuaIBtrb7qJkhzSS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\niIiICPxfBHX2WfSd/QEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc64c7bf518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(uspace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dots = data * uspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc64c6cf860>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+L3287nJvGaOrcja7xd/EIuf5yAINbVLeYvXtVcRGFS1WX4YULcyU3yHblTJY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\nIUUNNlJf403SyyIt9DPOdy73By8ZY4B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GlTqYo7613nanpHywBT6R9intqOiQ18EGG9RS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\nCkFKKaWUZIUgpZRSSvj/0qsT6QMx1DwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc64c74d160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(dots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dataset = vstack(nonzero(dots)).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 150, 2484],\n",
       "       [ 150, 2485],\n",
       "       [ 150, 2487],\n",
       "       ..., \n",
       "       [ 758, 2696],\n",
       "       [ 758, 2697],\n",
       "       [ 758, 2700]])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset = dataset.astype(float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(277944, 2)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import libKMCUDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 751 ms, sys: 816 ms, total: 1.57 s\n",
      "Wall time: 1.57 s\n"
     ]
    }
   ],
   "source": [
    "%time cents, asses = libKMCUDA.kmeans_cuda(dataset, 100, seed=777)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.506572295247725"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "12 * dots.shape[0] / dots.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/data/home/vadim/Projects/kmcuda\n"
     ]
    }
   ],
   "source": [
    "%cd /data/home/vadim/Projects/kmcuda/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NLqr+o/u45shgO73C9A+BqTFoT3tDT+Jtv+tvmuXMAl4gNklkvNa8qA6vbsPM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7qB2wBfcRkOmpscphjI7AqpeZCUCea44yqGrYNBjGOwXMjK1rpAK/JgtCtQz85mfw8KpRCPwcDh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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc64c682fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams[\"figure.figsize\"] = (12, 3.5)\n",
    "scatter(dataset[:, 1], dots.shape[0] - dataset[:, 0], c=asses, edgecolors=\"none\")\n",
    "scatter(cents[:, 1], dots.shape[0] - cents[:, 0], c=\"white\", s=40, edgecolors=\"none\")\n",
    "xlim((0, dots.shape[1]))\n",
    "ylim((0, dots.shape[0]))\n",
    "axis(\"off\")\n",
    "savefig(\"sourced.png\", transparent=True, bbox_inches=0, pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
